Modeling Tabular data using Conditional GAN

1 July 2019

Lei Xu

Maria Skoularidou

Alfredo Cuesta-Infante

Papers citing "Modeling Tabular data using Conditional GAN"

50 / 429 papers shown

Title
Risk-Aware and Explainable Framework for Ensuring Guaranteed Coverage in Evolving Hardware Trojan Detection Rahul Vishwakarma Amin Rezaei 35 5 0 14 Oct 2023
Data-level hybrid strategy selection for disk fault prediction model based on multivariate GAN Shuangshuang Yuan Peng Wu Yuehui Chen 29 0 0 10 Oct 2023
An improved CTGAN for data processing method of imbalanced disk failure Jingbo Jia Peng Wu Hussain Dawood GAN 26 0 0 10 Oct 2023
CLASSify: A Web-Based Tool for Machine Learning Aaron D. Mullen Samuel E. Armstrong Jeff Talbert V. Bumgardner VLM 19 0 0 05 Oct 2023
FLAIM: AIM-based Synthetic Data Generation in the Federated Setting Samuel Maddock Graham Cormode Carsten Maple 29 4 0 05 Oct 2023
ResBit: Residual Bit Vector for Categorical Values Masane Fuchi Amar Zanashir Si-Qing Chen Tomohiro Takagi 16 1 0 29 Sep 2023
NetDiffus: Network Traffic Generation by Diffusion Models through Time-Series Imaging Nirhoshan Sivaroopan Dumindu Bandara Chamara Madarasingha Guilluame Jourjon A. Jayasumana Kanchana Thilakarathna DiffM 22 17 0 23 Sep 2023
C $^2$ VAE: Gaussian Copula-based VAE Differing Disentangled from Coupled Representations with Contrastive Posterior Zhangkai Wu LongBing Cao CoGe CML DRL 13 1 0 23 Sep 2023
Change Management using Generative Modeling on Digital Twins Nilanjana Das Anantaa Kotal Daniel Roseberry Anupam Joshi 8 4 0 21 Sep 2023
Methods for generating and evaluating synthetic longitudinal patient data: a systematic review Katariina Perkonoja Kari Auranen Joni Virta SyDa 19 3 0 21 Sep 2023
Generating and Imputing Tabular Data via Diffusion and Flow-based Gradient-Boosted Trees Alexia Jolicoeur-Martineau Kilian Fatras Tal Kachman 25 30 0 18 Sep 2023
DP-PQD: Privately Detecting Per-Query Gaps In Synthetic Data Generated By Black-Box Mechanisms Shweta Patwa Danyu Sun Amir Gilad Ashwin Machanavajjhala Sudeepa Roy 17 1 0 15 Sep 2023
Boosting Fair Classifier Generalization through Adaptive Priority Reweighing Zhihao Hu Yiran Xu Mengnan Du Jindong Gu Xinmei Tian Fengxiang He 28 1 0 15 Sep 2023
A supervised generative optimization approach for tabular data S. Nakamura-Sakai Fadi Hamad Saheed O. Obitayo Vamsi K. Potluru 21 2 0 10 Sep 2023
FinDiff: Diffusion Models for Financial Tabular Data Generation Timur Sattarov Marco Schreyer Damian Borth DiffM 11 35 0 04 Sep 2023
Generating tabular datasets under differential privacy G. Truda DiffM 22 5 0 28 Aug 2023
Method for Generating Synthetic Data Combining Chest Radiography Images with Tabular Clinical Information Using Dual Generative Models Tomohiro Kikuchi S. Hanaoka Takahiro Nakao T. Takenaga Y. Nomura H. Mori T. Yoshikawa SyDa GAN MedIm 20 0 0 15 Aug 2023
Predicting Early Dropouts of an Active and Healthy Ageing App V. Perifanis Ioanna Michailidi Giorgos Stamatelatos George Drosatos P. Efraimidis 17 1 0 01 Aug 2023
LUCID-GAN: Conditional Generative Models to Locate Unfairness Andres Algaba Carmen Mazijn Carina E. A. Prunkl J. Danckaert Vincent Ginis SyDa 36 1 0 28 Jul 2023
Deep Generative Models, Synthetic Tabular Data, and Differential Privacy: An Overview and Synthesis Conor Hassan Roberto Salomone Kerrie Mengersen 18 6 0 28 Jul 2023
DP-TBART: A Transformer-based Autoregressive Model for Differentially Private Tabular Data Generation Rodrigo Castellon Achintya Gopal Brian Bloniarz David S. Rosenberg 16 7 0 19 Jul 2023
MargCTGAN: A "Marginally'' Better CTGAN for the Low Sample Regime Tejumade Afonja Dingfan Chen Mario Fritz 9 7 0 16 Jul 2023
Towards Cross-Table Masked Pretraining for Web Data Mining Chaonan Ye Guoshan Lu Haobo Wang Liyao Li Sai Wu Gang Chen J. Zhao LMTD 34 13 0 10 Jul 2023
CuTS: Customizable Tabular Synthetic Data Generation Mark Vero Mislav Balunović Martin Vechev 20 3 0 07 Jul 2023
SoK: Privacy-Preserving Data Synthesis Yuzheng Hu Fan Wu Q. Li Yunhui Long Gonzalo Munilla Garrido Chang Ge Bolin Ding David A. Forsyth Bo-wen Li D. Song 52 25 0 05 Jul 2023
Synthetic is all you need: removing the auxiliary data assumption for membership inference attacks against synthetic data Florent Guépin Matthieu Meeus Ana-Maria Cretu Yves-Alexandre de Montjoye 21 10 0 04 Jul 2023
Overconfidence is a Dangerous Thing: Mitigating Membership Inference Attacks by Enforcing Less Confident Prediction Zitao Chen Karthik Pattabiraman 15 20 0 04 Jul 2023
MissDiff: Training Diffusion Models on Tabular Data with Missing Values Yidong Ouyang Liyan Xie Chongxuan Li Guang Cheng DiffM 23 22 0 02 Jul 2023
CasTGAN: Cascaded Generative Adversarial Network for Realistic Tabular Data Synthesis Abdallah Alshantti Damiano Varagnolo Adil Rasheed Aria Rahmati Frank Westad 13 6 0 01 Jul 2023
FFPDG: Fast, Fair and Private Data Generation Weijie Xu Jinjin Zhao Francis Iannacci Bo Wang 20 11 0 30 Jun 2023
Synthetic Demographic Data Generation for Card Fraud Detection Using GANs Shuo Wang T. Tricco Xianta Jiang Charles Robertson J. Hawkin 11 3 0 29 Jun 2023
On the Usefulness of Synthetic Tabular Data Generation Dionysis Manousakas Sergul Aydore 24 8 0 27 Jun 2023
Evaluating the Utility of GAN Generated Synthetic Tabular Data for Class Balancing and Low Resource Settings Nagarjuna Chereddy B. Bolla 22 2 0 24 Jun 2023
Conditional Generators for Limit Order Book Environments: Explainability, Challenges, and Robustness Andrea Coletta Joseph Jerome Rahul Savani Svitlana Vyetrenko 25 17 0 22 Jun 2023
Diverse Community Data for Benchmarking Data Privacy Algorithms Aniruddha Sen Christine Task Dhruv Kapur Gary S. Howarth Karan Bhagat 24 3 0 20 Jun 2023
Designing Explainable Predictive Machine Learning Artifacts: Methodology and Practical Demonstration Giacomo Welsch Peter Kowalczyk 25 1 0 20 Jun 2023
Achilles' Heels: Vulnerable Record Identification in Synthetic Data Publishing Matthieu Meeus Florent Guépin Ana-Maria Cretu Yves-Alexandre de Montjoye 52 23 0 17 Jun 2023
IsoEx: an explainable unsupervised approach to process event logs cyber investigation Pierre Lavieille Ismail Alaoui Hassani Atlas 28 1 0 07 Jun 2023
A Comprehensive Survey on Generative Diffusion Models for Structured Data Heejoon Koo To Eun Kim DiffM MedIm 33 7 0 07 Jun 2023
PyTrial: Machine Learning Software and Benchmark for Clinical Trial Applications Zifeng Wang B. Theodorou Tianfan Fu Cao Xiao Jimeng Sun LM&MA 22 2 0 06 Jun 2023
Poisoning Network Flow Classifiers Giorgio Severi Simona Boboila Alina Oprea J. Holodnak K. Kratkiewicz J. Matterer AAML 38 4 0 02 Jun 2023
How Generative Models Improve LOS Estimation in 6G Non-Terrestrial Networks S. Bano Achilles Machumilane P. Cassará A. Gotta 17 3 0 30 May 2023
Single-Model Attribution of Generative Models Through Final-Layer Inversion M. Laszkiewicz Jonas Ricker Johannes Lederer Asja Fischer 26 4 0 26 May 2023
Subpopulation-Specific Synthetic EHR for Better Mortality Prediction Oriel Perets Nadav Rappoport SyDa 11 1 0 25 May 2023
MediTab: Scaling Medical Tabular Data Predictors via Data Consolidation, Enrichment, and Refinement Zifeng Wang Chufan Gao Cao Xiao Jimeng Sun LMTD 22 12 0 20 May 2023
Latent Imitator: Generating Natural Individual Discriminatory Instances for Black-Box Fairness Testing Yisong Xiao Aishan Liu Tianlin Li Xianglong Liu 22 26 0 19 May 2023
Utility Theory of Synthetic Data Generation Shi Xu W. Sun Guang Cheng 25 5 0 17 May 2023
Synthetic data, real errors: how (not) to publish and use synthetic data B. V. Breugel Zhaozhi Qian M. Schaar SyDa 62 28 0 16 May 2023
Generative Table Pre-training Empowers Models for Tabular Prediction T. Zhang Shaowen Wang Shuicheng Yan Jian Li Qian Liu LMTD 22 38 0 16 May 2023
Medical records condensation: a roadmap towards healthcare data democratisation Yujiang Wang A. Thakur Mingzhi Dong Pingchuan Ma Stavros Petridis Li Shang T. Zhu David A. Clifton MedIm 22 1 0 05 May 2023